Датафрейм Telecom Churn

Первые 10 строк

State Account length Area code International plan Voice mail plan Number vmail messages Total day minutes Total day calls Total day charge Total eve minutes Total eve calls Total eve charge Total night minutes Total night calls Total night charge Total intl minutes Total intl calls Total intl charge Customer service calls Churn Total calls
0 KS 128 415 No Yes 25 265.1 110 45.07 197.4 99 16.78 244.7 91 11.01 10.0 3 2.70 1 False 300
1 OH 107 415 No Yes 26 161.6 123 27.47 195.5 103 16.62 254.4 103 11.45 13.7 3 3.70 1 False 329
2 NJ 137 415 No No 0 243.4 114 41.38 121.2 110 10.30 162.6 104 7.32 12.2 5 3.29 0 False 328
3 OH 84 408 Yes No 0 299.4 71 50.90 61.9 88 5.26 196.9 89 8.86 6.6 7 1.78 2 False 248
4 OK 75 415 Yes No 0 166.7 113 28.34 148.3 122 12.61 186.9 121 8.41 10.1 3 2.73 3 False 356
5 AL 118 510 Yes No 0 223.4 98 37.98 220.6 101 18.75 203.9 118 9.18 6.3 6 1.70 0 False 317
6 MA 121 510 No Yes 24 218.2 88 37.09 348.5 108 29.62 212.6 118 9.57 7.5 7 2.03 3 False 314
7 MO 147 415 Yes No 0 157.0 79 26.69 103.1 94 8.76 211.8 96 9.53 7.1 6 1.92 0 False 269
8 LA 117 408 No No 0 184.5 97 31.37 351.6 80 29.89 215.8 90 9.71 8.7 4 2.35 1 False 267
9 WV 141 415 Yes Yes 37 258.6 84 43.96 222.0 111 18.87 326.4 97 14.69 11.2 5 3.02 0 False 292

Графики

Анализ датафрейма

Модель, предсказывающая признак Churn

Total eve callsTotal night minutesNumber vmail messagesCustomer service callsTotal intl chargeTotal day minutesTotal eve minutesTotal intl minutesTotal intl callsTotal day chargeTotal night chargeTotal eve chargeTotal night callsTotal day calls0.040.060.080.10.120.140.16
346137NoYes050100150200250300350
International plans of Churned ClientsInternational planChurn
2664186NoYes05001000150020002500
International plans of not Churned ClientsInternational planChurn

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